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透射电子显微镜中基于闪烁的电荷耦合器件探测器的应用噪声模型。

An applied noise model for scintillation-based CCD detectors in transmission electron microscopy.

作者信息

Zietlow Christian, Lindner Jörg K N

机构信息

Nanopatterning-Nanoanalysis-Photonic Materials Group, Department of Physics, Paderborn University, Warburgerstr. 100, 33098, Paderborn, Germany.

出版信息

Sci Rep. 2025 Jan 30;15(1):3815. doi: 10.1038/s41598-025-85982-4.

Abstract

Measurements in general are limited in accuracy by the presence of noise. This also holds true for highly sophisticated scintillation-based CCD cameras, as they are used in medical applications, astronomy or transmission electron microscopy. Further, signals measured with pixelated detectors are convolved with the inherent detector point spread function. The Poisson noise, arising from the quantized nature of the beam electrons, gets correlated by this convolution, which allows to reconstruct the detector PSF based on the Wiener-Khinchin theorem and the Pearson correlation coefficients under homogeneous illumination conditions. However, correlation also has a strong impact on the noise statistics of basic operations like the binning of signals, as it is usually done in electron energy-loss spectroscopy. Thus, this paper aims to give an insight into the different noise contributions occurring on such detectors, into their underlying statistics and their correlation. Detectors usually suffer from gain non-linearities and quantum efficiency deviations, which must be corrected for optimal results. All these operations influence the noise and are influenced by it, vice versa. In this work, we mathematically describe all these changes and show them experimentally. Methods on how to measure individual noise and correlation parameters are described allowing readers to implement routines for finding them. Sufficient knowledge on the noise of a measurement is not only crucial for classifying its quality and meaningfulness, but also allows for better post-processing operations like deconvolution, which is a common practice in spectroscopy to enhance signals.

摘要

一般来说,测量的准确性会受到噪声的限制。这对于高度复杂的基于闪烁的电荷耦合器件(CCD)相机也同样适用,例如它们在医学应用、天文学或透射电子显微镜中的使用。此外,用像素化探测器测量的信号会与探测器固有的点扩散函数进行卷积。由束流电子的量子化性质产生的泊松噪声,会通过这种卷积产生相关性,这使得在均匀照明条件下能够基于维纳 - 辛钦定理和皮尔逊相关系数来重建探测器的点扩散函数。然而,相关性对诸如信号合并等基本操作的噪声统计也有很大影响,这在电子能量损失谱中是常见的操作。因此,本文旨在深入了解此类探测器上出现的不同噪声贡献、其潜在统计特性及其相关性。探测器通常存在增益非线性和量子效率偏差,必须对其进行校正才能获得最佳结果。所有这些操作都会影响噪声,同时也会受到噪声的影响,反之亦然。在这项工作中,我们从数学上描述了所有这些变化,并通过实验展示了它们。文中描述了测量单个噪声和相关参数的方法,使读者能够实现用于找到这些参数的程序。对测量噪声有足够的了解不仅对于评估其质量和意义至关重要,还能实现更好的后处理操作,如去卷积,这是光谱学中增强信号的常见做法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d272/11782531/94e328197c5e/41598_2025_85982_Fig1_HTML.jpg

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